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Record W4409319409 · doi:10.1186/s40359-025-02653-9

Cyclic patterns of high-risk behaviours within ballet culture

2025· article· en· W4409319409 on OpenAlexaff
Meigan Picard, Michael Gaetz

Bibliographic record

VenueBMC Psychology · 2025
Typearticle
Languageen
FieldPsychology
TopicDiversity and Impact of Dance
Canadian institutionsUniversity of the Fraser Valley
Fundersnot available
KeywordsPsychologyBalletPsychological researchSocial psychologyDanceArtVisual arts

Abstract

fetched live from OpenAlex

BACKGROUND: To determine whether a sample of pre-professionally trained, professional, and retired ballet dancers experienced body dysmorphia, eating disorders (EDs), perfectionism, Obsessive-Compulsive Disorder (OCD), anxiety, depression, substance use, sexual abuse, and injuries within ballet culture. METHODS: A total of 10 female ballet dancers aged 18-25 years of age participated in a structured interview either in-person or online via Zoom. Interview questions were open-ended to capture the richness of participant responses. The Exercise Science Thematic Analysis Model was utilized to analyze the participant responses. This study used a semantic focus and what has been described as a 'top-up' or deductive approach. The purpose of the study was to determine whether body dysmorphia, EDs, perfectionism, OCD, anxiety, depression, substance use, sexual abuse, and injuries were described in the participant narrative. RESULTS: Participant responses were organized into the following categories: the overarching theme, themes, sub-themes, level one emerging themes (emergent in > or = 5 participant responses), and level two emerging themes (emergent in < 5 participant responses). The overarching theme was cyclic trauma with two themes: lack of control/inconsistency/instability and perfectionism. Subthemes included body dysmorphia and EDs, mental health, injuries, sexual violence and substance use. The majority of the participants (60%) expressed feeling a of lack of control, instability, and/or inconsistency in the ballet world. Eight out of ten (80%) participants provided responses consistent with perfectionism. All participants stated that the subthemes body dysmorphia/EDs, mental health, and sexual violence were problematic in ballet culture. Injuries emerged as a subtheme in 70% of interviews and substance use was mentioned by 30% of participants although no participants had first-hand experience with substance use in the context of ballet. Complex-Post Traumatic Stress Disorder (C-PTSD) emerged as a theme which was unexpected and thus, requires further exploration in future research with ballet dancers. CONCLUSION: The findings of this study indicate that ballet environments expose dancers to several health risk factors. Steps should be taken to reduce the risk of harm associated with these health risk factors.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.121
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.024
GPT teacher head0.339
Teacher spread0.315 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations3
Published2025
Admission routes1
Has abstractyes

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